{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from cion.emccd.camera import AcquisitionMode, EmccdCameraByDll, ReadMode, ShutterMode, ShutterTTLSignal, Status, \\\n",
    "    create_uint32_buffer, EmccdDll\n",
    "from cion.emccd.functions import gaussian_2d, gaussian, calibrate_emccd_fit, emccd_fit_once, find_ions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# conf\n",
    "\n",
    "dll_file_path = \"cion/emccd/atmcd64d.dll\"\n",
    "exposure_time = 0.1\n",
    "target_temperature = -80"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20002"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "camera = EmccdCameraByDll(EmccdDll(dll_file_path))\n",
    "\n",
    "# temperature\n",
    "camera.set_temperature(-80)\n",
    "camera.set_cooler(True)\n",
    "\n",
    "# shutter\n",
    "camera.set_shutter(ShutterTTLSignal.LOW, ShutterMode.PERMANENTLY_OPEN, 27, 27)\n",
    "\n",
    "# baseline clamp\n",
    "if camera.support_baseline_clamp:\n",
    "    camera.set_baseline_clamp(True)\n",
    "if camera.support_baseline_offset:\n",
    "    camera.set_baseline_offset(0)\n",
    "\n",
    "# set shift speeds & ad channels\n",
    "camera.set_hs_speed(0, 0)\n",
    "camera.set_vs_speed(4)\n",
    "# camera.dll.SetVSAmplitude(0)\n",
    "# camera.dll.SetFrameTransferMode(0)\n",
    " \n",
    "# pre-amp gain\n",
    "camera.set_pre_amp_gain(2)\n",
    "\n",
    "# em & em gain\n",
    "camera.set_em_advanced(True)\n",
    "camera.set_em_gain(1000)\n",
    "\n",
    "# set read mode & set image\n",
    "camera.set_read_mode(ReadMode.IMAGE)\n",
    "img_w, img_h = camera.get_detector_size()\n",
    "camera.set_image(hbin=1, vbin=1, hstart=0, hend=img_w, vstart=0, vend=img_h)\n",
    "img_size = img_w * img_h\n",
    "\n",
    "# set acquisition mode\n",
    "camera.set_acquisition_mode(AcquisitionMode.SINGLE_SCAN)\n",
    "camera.set_exposure_time(0.1)\n",
    "camera.dll.SetAccumulationCycleTime(0.1)\n",
    "camera.set_kinetic_cycle_time(0.1)\n",
    "exposure_time, accumulate_cycle_time, kinetic_cycle_time = camera.get_acquisition_times()\n",
    "camera.dll.SetTriggerMode(0)  # \n",
    "\n",
    "# TODO fast kinetic 可能还有别的参数要设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reached target temperature ...  (t = -82 ℃)\n"
     ]
    }
   ],
   "source": [
    "# 等待相机冷却到指定温度\n",
    "while True:\n",
    "    temperature = camera.get_temperature()\n",
    "    if temperature > target_temperature:\n",
    "        print(f\"Still cooling ...  (t = {temperature} ℃)\")\n",
    "        time.sleep(1)\n",
    "    else:\n",
    "        print(f\"Reached target temperature ...  (t = {temperature} ℃)\")\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-80"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "camera.get_temperature()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20002"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set acquisition mode\n",
    "img_n = 1\n",
    "camera.set_acquisition_mode(AcquisitionMode.KINETICS)\n",
    "camera.dll.SetNumberKinetics(img_n)\n",
    "camera.set_exposure_time(0.1)\n",
    "camera.dll.SetAccumulationCycleTime(0.1)\n",
    "camera.set_kinetic_cycle_time(0.1)\n",
    "exposure_time, accumulate_cycle_time, kinetic_cycle_time = camera.get_acquisition_times()\n",
    "camera.dll.SetTriggerMode(0)  # "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t = -80 ℃\n"
     ]
    }
   ],
   "source": [
    "print(f\"t = {camera.get_temperature()} ℃\")\n",
    "# TODO 这里只是获取单张图片的示例，如果有多张图片则需要给更大的 buffer\n",
    "\n",
    "# prepare buffer\n",
    "buffer = create_uint32_buffer(img_size * img_n)\n",
    "\n",
    "# capture\n",
    "camera.start_acquisition()\n",
    "while True:\n",
    "    time.sleep(1)\n",
    "    status = camera.get_status()\n",
    "    if status == Status.IDLE:\n",
    "        break\n",
    "camera.get_acquired_data(img_size * img_n, buffer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# parse data as image(s)\n",
    "images = np.frombuffer(buffer, dtype=np.uint32).reshape((-1, img_h, img_w))\n",
    "\n",
    "# show image(s)\n",
    "for image in images:\n",
    "    plt.figure()\n",
    "    plt.imshow(image)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "error",
     "evalue": "OpenCV(4.7.0) :-1: error: (-5:Bad argument) in function 'medianBlur'\n> Overload resolution failed:\n>  - src data type = 8 is not supported\n>  - Expected Ptr<cv::UMat> for argument 'src'\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31merror\u001b[0m                                     Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mfind_ions\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimages\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\cion_test\\cion\\cion\\emccd\\functions\\auto_detection.py:42\u001b[0m, in \u001b[0;36mfind_ions\u001b[1;34m(data)\u001b[0m\n\u001b[0;32m     41\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfind_ions\u001b[39m(data):\n\u001b[1;32m---> 42\u001b[0m     median \u001b[38;5;241m=\u001b[39m \u001b[43mcv2\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmedianBlur\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     43\u001b[0m     median \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(median, dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mint\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     44\u001b[0m     n, m \u001b[38;5;241m=\u001b[39m median\u001b[38;5;241m.\u001b[39mshape\n",
      "\u001b[1;31merror\u001b[0m: OpenCV(4.7.0) :-1: error: (-5:Bad argument) in function 'medianBlur'\n> Overload resolution failed:\n>  - src data type = 8 is not supported\n>  - Expected Ptr<cv::UMat> for argument 'src'\n"
     ]
    }
   ],
   "source": [
    "find_ions(images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ion_position = [275,318]\n",
    "ion_size     = 5\n",
    "ion_image    = images[0][ion_position[0]-ion_size:ion_position[0]+ion_size, ion_position[1]-ion_size:ion_position[1]+ion_size]\n",
    "ion_image    = ion_image - np.median(ion_image)\n",
    "\n",
    "plt.imshow(ion_image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1b77dcbc520>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mCIJkjxatrKyEWq2GwWDgLBCJos5kQf//3YB6sxVrZ49Ab51a7JJczqK0PCzddgJ39gzDR7+7TexyiKgDtOX9m3ddEYlo+7Ey1Jut6BTkg/gIhu1b0bz7avuxMpQY6kWuhoicDYMOkYiad1uN76296REMdG3RoX64rWswrAKw6gAXJRNRSww6RCIxW6zYdKTxGIVxCdxt1R5TB106U0fC3XgiugYGHSKRZJy8gMr6BoT6e2FA56CbfwJd192JWvh5KXD6Qi32nroodjlE5EQYdIhEkpbd2LYaG6+FQs62VXv4enlgUt/Ge+++4Zk6RHQZBh0iEVitAjY2XfvAbeX20bwoed3hYlTV86JPImrEoEMkgoMFFdBXGaFSemBY91Cxy3ELAzoHonuYH+rMFqw9VHzzTyAiSWDQIRJB8yGBd8Vp4OXB/w3tQSaT2U5K/oYXfRJRE/6GJepggiBcdhoyd1vZ070DIqGQy3DgbAWO66vELoeInACDDlEHO1pahTMXaqH0kGNkbJjY5bgVjcobd/bUAOBFn0TUiEGHqIM177a6PSYMfso2XTdHrTB1YCcAwKoDRTBbeNEnkdQx6BB1sPU53G3lSHf20iDU3wvnq43YdrRM7HKISGQMOkQd6OyFWhwproRCLsOYOAYdR/BUyHHfgMZZHS5KJiIGHaIO1LwIeXB0MIL8vESuxn09mNQYdLbk6aGv4kWfRFLGoEPUgZqDznjebeVQMeEq9O8cCItVwA8Hi8Quh4hExKBD1EH0VfXIPFsOAEiOZ9BxtIeaztT5eh8v+iSSMgYdog6yMbcUggD0jQqEVu0tdjlub2KfCPh4KnCirAYHzlaIXQ4RiYRBh6iDNG8rH89DAjuEytsTdydGAAC+5aJkIsli0CHqAIY6M9JPXADAbeUdqflMnZ9/O4daU4PI1RCRGBh0iDrA1jw9GqwCYjT+6BbmL3Y5knFbdDC6hviixmTBusMlYpdDRCJg0CHqALa2FXdbdSiZTIYHedEnkaQx6BA5WL3Zgu3HGk/o5SWeHe++AZGQy4C9py7i1Pkascshog7GoEPkYDuOlaHObEFkoA966wLELkdyItQ+uKPp8tTvMjmrQyQ1DDpEDpbWdEjguN5ayGQykauRpqlN7avvMgthsfJMHSIpYdAhciCzxYrNR/QAuNtKTKPjNAjy9URppRE78nnRJ5GUMOgQOdCekxdhqDMjxM8LA7sGi12OZCk9FJjSPxIAz9QhkhoGHSIHar7bamx8OBRytq3E9GBSY/tqY24pLtaYRK6GiDoKgw6Rg1itAjbkNq3P4bZy0cXrApAYqYbZwos+iaSEQYfIQbIKK1BaaYS/0gPDuoeIXQ4BmDro0pk6vOiTSBoYdIgcpLltdWcvDZQeCpGrIQCY3FcHpYcceSVVOFxkELscIuoADDpEDiAIAtbzEk+no/bxtJ1OzZOSiaSBQYfIAY6VVuP0hVp4ecgxqmeY2OXQZZrP1Pkx6xzqzRaRqyEiR2PQIXKA5rbV7T1C4af0ELkautzQbiGIDPRBVX2D7edERO6LQYfIAZov8eRuK+cjl8vw4MBOANi+IpICBh0iOyu4WIvc4krIZcCYOJ6G7IweSOoEmQz49fgFFFysFbscInIgBh0iO2tuhwyODkGwn5fI1dC1dAryxfDuoQAa778iIvfFoENkZ+ttl3hyNseZNbevvssshJUXfRK5LQYdIjsqqzJi/5lyAEAyt5U7tXG9tQjw9kBRRR12n7ggdjlE5CAMOkR2tOlIKQQB6NtJDV2gj9jl0A14eypwT7/Giz65KJnIfTHoENlR824rzua4huYzddJySmCoNYtcDRE5AoMOkZ1U1pux+8R5AI1tEXJ+CZEB6KVVwdRgxU+/8aJPInfEoENkJ1vz9DBbBPTQ+KOHxl/scqgVZDIZHmq66PNrtq+I3BKDDpGdcLeVa5rSLxJeCjmyiyqRc44XfRK5GwYdIjuoN1uw7WgZAGB87wiRq6G2CPLzwtj4xnD67X6eqUPkbhh0iOxgZ/551JosiAz0QUJkgNjlUBs1n6nzQ1YRjA286JPInTDoENlBc9tqbHw4ZDKZyNVQW90eEwZtgDcqas3YlKsXuxwisiMGHaJ2arBYselIKQBgPC/xdEkKuQwPJPGiTyJ3xKBD1E57T11ERa0ZwX5eGNQ1WOxy6BY1B50d+WU4V1EncjVEZC8MOkTtZGtbxYVDIWfbylV1DfXD4OhgCALw/QEuSiZyFww6RO1gtQpYn9PYthqXwG3lrq75pORv9vOiTyJ3waBD1A6HigwoqayHn5cCw7qHil0OtdOERC38lR44e7EWe09fFLscIrIDBh2idmhuW93ZSwNvT4XI1VB7+Xp5YFLfxnOQuCiZyD0w6BDdIkEQsD67+TRk7rZyFw82ta/WHS5GVT0v+iRydQw6RLfouL4aJ8/XwEshx6ieYWKXQ3bSPyoQPTT+qDdbseZQsdjlEFE7MegQ3aK0ptmcETGhUHl7ilwN2YtMJsNDTbM6X+9j+4rI1THoEN2i9bm8xNNdTekfCQ+5DFkFFThWWiV2OUTUDm0OOjt27MCkSZOg0+kgk8nwww8/tHh++vTpkMlkLT6GDBnSYozRaMSsWbMQGhoKPz8/TJ48GYWFLc+tKC8vR2pqKtRqNdRqNVJTU1FRUdFizNmzZzFp0iT4+fkhNDQUs2fPhslkauu3RNRmheW1yC6qhFwGjIlj0HE3YSol7uqlAQB8y0XJRC6tzUGnpqYGffv2xZIlS647Zvz48SguLrZ9rFu3rsXzc+bMwerVq7Fy5Urs2rUL1dXVSElJgcVy6TK9adOmISsrC2lpaUhLS0NWVhZSU1Ntz1ssFkycOBE1NTXYtWsXVq5ciVWrVmHevHlt/ZaI2qz57JxBXYMR4q8UuRpyhOYzdb4/UASzxSpyNUR0qzza+gkTJkzAhAkTbjhGqVRCq732LhSDwYAPP/wQn332GcaMGQMA+PzzzxEVFYVNmzZh3LhxOHLkCNLS0pCRkYHBgwcDAFasWIGhQ4fi6NGj6NmzJzZs2IDc3FwUFBRAp9MBAN5++21Mnz4db7zxBgICeIM0OU7ztnLutnJfo3qGIUylRFmVEVvy9PxZE7koh6zR2bZtGzQaDWJjYzFjxgzo9ZduA87MzITZbEZycrLtMZ1Oh4SEBOzevRsAkJ6eDrVabQs5ADBkyBCo1eoWYxISEmwhBwDGjRsHo9GIzMzMa9ZlNBpRWVnZ4oOorc5XG7G/6TC5cbzE0215KOS4b0AkALaviFyZ3YPOhAkT8MUXX2DLli14++23sW/fPtx1110wGo0AgJKSEnh5eSEoKKjF54WHh6OkpMQ2RqPRXPXaGo2mxZjw8JZrI4KCguDl5WUbc6WFCxfa1vyo1WpERUW1+/sl6dmUWwqrACRGqhEZ6CN2OeRADyY1/o7YerQM+sp6kasholth96Dz0EMPYeLEiUhISMCkSZPwyy+/4NixY1i7du0NP08QBMhkly5EvPyf2zPmci+//DIMBoPto6CAf0ujtrvUtuIiZHfXQ+OPpC5BsFgFfH+wSOxyiOgWOHx7eUREBLp06YL8/HwAgFarhclkQnl5eYtxer3eNkOj1WpRWlp61WuVlZW1GHPlzE15eTnMZvNVMz3NlEolAgICWnwQtUVVvRm/Hr8AABjPtpUkTB3YCUDjlRCCwIs+iVyNw4POhQsXUFBQgIiIxvtjkpKS4OnpiY0bN9rGFBcXIzs7G8OGDQMADB06FAaDAXv37rWN2bNnDwwGQ4sx2dnZKC6+dHLphg0boFQqkZSU5OhviyRq69EymCxWdAvzQw+NSuxyqANM7KODj6cCJ8tqcOBs+c0/gYicSpuDTnV1NbKyspCVlQUAOHXqFLKysnD27FlUV1dj/vz5SE9Px+nTp7Ft2zZMmjQJoaGhuPfeewEAarUaTz31FObNm4fNmzfj4MGDeOyxx5CYmGjbhRUXF4fx48djxowZyMjIQEZGBmbMmIGUlBT07NkTAJCcnIz4+Hikpqbi4MGD2Lx5M+bPn48ZM2ZwpoYcprltNZ47cCTDX+mBiX2aLvrcV3iT0UTkbNocdPbv34/+/fujf//+AIC5c+eif//+eOWVV6BQKHD48GHcc889iI2NxRNPPIHY2Fikp6dDpbr0t9/FixdjypQpmDp1KoYPHw5fX1/8/PPPUCgu3f78xRdfIDExEcnJyUhOTkafPn3w2Wef2Z5XKBRYu3YtvL29MXz4cEydOhVTpkzBP//5z/b89yC6rnqzBdvyGncQcquxtDSfqbPm0DnUGBtEroaI2kImSLjpXFlZCbVaDYPBwFkguqnNR0rx1Cf7EaH2xu6X7rruondyP4Ig4K63t+PU+RoseqCPLfgQkTja8v7Nu66IWqn5Es9xvbUMORIjk8nwYNOiZJ6pQ+RaGHSIWqHBYsWmI407AZO5rVyS7h/QCXIZsO90OU6WVYtdDhG1EoMOUSvsO12O8lozgnw9cVvXYLHLIRGEB3hjVM+miz4zuSiZyFUw6BC1QvNuqzFx4fBQ8H8bqWo+U2dVZiEaeNEnkUvgb2yimxAEARt4iScBuKtXOIL9vKCvMmJHfpnY5RBRKzDoEN3E4SIDzhnq4eulwIiYULHLIRF5echxb//Giz55pg6Ra2DQIbqJ5t1Wd/bUwNtTcZPR5O6at5ZvOlKKC9VGkashopth0CG6ieb1OdxtRQDQU6tC305qNFgFrOZFn0ROj0GH6AaO66twoqwGXgo57uqlEbscchIPNs3q8KJPIufHoEN0A+tzGs/OGdYjBCpvT5GrIWcxqa8OSg85jpVW41ChQexyiOgGGHSIboCXeNK1qH08MSGh8c/ENzwpmcipMegQXUdRRR0OFRoglwFj4rk+h1pqXpT8U9Y51JksIldDRNfDoEN0Hc1n5wzsEoxQf6XI1ZCzGdItBJ2CfFBlbMDWo3qxyyGi62DQIbqO5rbVuAS2rehqcrkME/tEAADWHioWuRoiuh4GHaJruFBtxN5TFwEAyWxb0XVMTGwMOlvy9GxfETkpBh2ia9h8RA+rAPTWBSAq2FfscshJJUaqERXsgzqzhe0rIifFoEN0DWncbUWtIJPJcHci21dEzoxBh+gK1cYG7Mo/D4Drc+jm2L4icm4MOkRX2HZUD5PFim6hfojR+ItdDjk5tq+InBuDDtEVmi/xTO6thUwmE7kacnZsXxE5NwYdosvUmy3Ymtf4t/JxvMSTWontKyLnxaBDdJndJ86jxmSBNsAbfTsFil0OuQi2r4icF4MO0WXWZzde4pncOxxyOdtW1DpsXxE5LwYdoiYWq4CNRxqDzjhuK6c2YvuKyDkx6BA12Xf6Ii7WmBDo64nbooPFLodcDNtXRM6JQYeoSfPdVqN7hcNTwf81qG3YviJyTvxtTgRAEARsyGlsW43nIYF0i9i+InI+DDpEALKLKlFUUQdfLwVujwkVuxxyUWxfETkfBh0iXGpbjYwNg7enQuRqyFWxfUXkfBh0iHDZJZ5sW1E7Xd6+qjU1iFwNETHokOSdKKvGcX01PBUy3NlLI3Y55OJatK/yysQuh0jyGHRI8prbVsO6hyLA21PkasjVXd6+WneY7SsisTHokOStb7rEk4cEkr2kJOoAsH1F5AwYdEjSig11+K3QAJkMGBvPSzzJPhIiA9i+InISDDokac1n5wzsEoQwlVLkashdsH1F5DwYdEjS0ti2Igdh+4rIOTDokGRdrDFh7+mLABh0yP7YviJyDgw6JFmbjpTCYhUQHxGAqGBfscshN8P2FZFzYNAhydqQw7YVORbbV0TiY9AhSaoxNmBH/nkAPA2ZHIftKyLxMeiQJG07WgZTgxVdQ3wRG+4vdjnkpti+IhIfgw5J0vrL2lYymUzkasidsX1FJC4GHZIcY4MFW/L0AIBxbFuRg7F9RSQuBh2SnN0nLqDa2ACNSol+nQLFLofcHNtXROJi0CHJad5tldw7HHI521bkeGxfEYmHQYckxWIVbNc+jO8dIXI1JBVsXxGJh0GHJCXzTDku1Jig9vHE4G7BYpdDEsH2FZF4GHRIUpp3W42O08BTwT/+1HGa21eb80rZviLqQPxNT5IhCAIv8STRNLev6s1Wtq+IOhCDDklGzrlKFFXUwdtTjjtiwsQuhySG7SsicTDokGQ0t61GxWrg46UQuRqSIraviDoegw5Jhu005IRwkSshqWL7iqjjMeiQJJwsq8ax0mp4yGW4qxeDDolDJpNhYtOsDttXRB2DQYckYX3T2TlDu4dA7eMpcjUkZROb1umwfUXUMRh0SBIuv8STSExsXxF1LAYdcnuF5bXIKqiATAYkx7NtReJi+4qoYzHokNtbuu0EAGBY9xBoArxFroaI7SuijtTmoLNjxw5MmjQJOp0OMpkMP/zwQ4vnBUHAa6+9Bp1OBx8fH4waNQo5OTktxhiNRsyaNQuhoaHw8/PD5MmTUVhY2GJMeXk5UlNToVaroVarkZqaioqKihZjzp49i0mTJsHPzw+hoaGYPXs2TCZTW78lcmMFF2vxzb4CAMDzo2NFroaoEdtXRB2nzUGnpqYGffv2xZIlS675/KJFi/DOO+9gyZIl2LdvH7RaLcaOHYuqqirbmDlz5mD16tVYuXIldu3aherqaqSkpMBisdjGTJs2DVlZWUhLS0NaWhqysrKQmppqe95isWDixImoqanBrl27sHLlSqxatQrz5s1r67dEbuxfm/PRYBVwe0wobovm3VbkHNi+IupAQjsAEFavXm37d6vVKmi1WuHNN9+0PVZfXy+o1Wrh/fffFwRBECoqKgRPT09h5cqVtjFFRUWCXC4X0tLSBEEQhNzcXAGAkJGRYRuTnp4uABDy8vIEQRCEdevWCXK5XCgqKrKN+eqrrwSlUikYDIZW1W8wGAQArR5PruVkWbXQ7eW1QpcX1wiZZy6KXQ5RC4cKKoQuL64Rev51nVBjNItdDpFLacv7t13X6Jw6dQolJSVITk62PaZUKjFy5Ejs3r0bAJCZmQmz2dxijE6nQ0JCgm1Meno61Go1Bg8ebBszZMgQqNXqFmMSEhKg0+lsY8aNGwej0YjMzMxr1mc0GlFZWdnig9zXvzbnw2IVcGfPMAzoHCR2OUQtsH1F1DHsGnRKShq38IaHt9zZEh4ebnuupKQEXl5eCAoKuuEYjUZz1etrNJoWY678OkFBQfDy8rKNudLChQtta37UajWioqJu4bskV3BcX4UfsooAAHPH9hS5GqKrsX1F1DEcsutKJpO1+HdBEK567EpXjrnW+FsZc7mXX34ZBoPB9lFQUHDDmsh1vbspH4LQuJ08sZNa7HKIrom7r4gcz65BR6ttPIztyhkVvV5vm33RarUwmUwoLy+/4ZjS0tKrXr+srKzFmCu/Tnl5Ocxm81UzPc2USiUCAgJafJD7ySupxJpDjX9D/uNY7rQi58X2FZHj2TXoREdHQ6vVYuPGjbbHTCYTtm/fjmHDhgEAkpKS4Onp2WJMcXExsrOzbWOGDh0Kg8GAvXv32sbs2bMHBoOhxZjs7GwUF1+a8t2wYQOUSiWSkpLs+W2Ri1m88RiAxr8tx0UwzJLzurx9tfbwOZGrIXJPHm39hOrqahw/ftz276dOnUJWVhaCg4PRuXNnzJkzBwsWLEBMTAxiYmKwYMEC+Pr6Ytq0aQAAtVqNp556CvPmzUNISAiCg4Mxf/58JCYmYsyYMQCAuLg4jB8/HjNmzMAHH3wAAHj66aeRkpKCnj0b11skJycjPj4eqampeOutt3Dx4kXMnz8fM2bM4EyNhGUXGbA+pxQyGTBnTIzY5RDd1MTECLy//QS25OlRa2qAr1ebfy0T0Y20dUvX1q1bBQBXfTzxxBOCIDRuMX/11VcFrVYrKJVK4Y477hAOHz7c4jXq6uqEmTNnCsHBwYKPj4+QkpIinD17tsWYCxcuCI8++qigUqkElUolPProo0J5eXmLMWfOnBEmTpwo+Pj4CMHBwcLMmTOF+vr6Vn8v3F7ufp78aK/Q5cU1wuyvDohdClGrWK1WYcQ/NgtdXlwjrPntnNjlELmEtrx/ywRBEETMWaKqrKyEWq2GwWDgLJAbyCqowJT//Aq5DNg0dyS6hfmLXRJRq7z5Sx7e334CdydqsfRRtt6JbqYt79+864rcxjtNa3PuG9CJIYdcSvPuq+b2FRHZD4MOuYX9py9ix7EyeMhlmH0X1+aQa0mIDEDnYF/uviJyAAYdcgvNszkPDuyEziG+IldD1DYymQx3N83qcPcVkX0x6JDLSz9xAbtPXICnQoaZnM0hF8X2FZFjMOiQSxMEAe9sPAoAeHhQZ0QG+ohcEdGtYfuKyDEYdMil7Tp+HvtOl8PLQ47n7uwhdjlEt4ztKyLHYNAhlyUIAt7e0Lg257HBXaBVe4tcEVH7sH1FZH8MOuSyth7VI6ugAt6ecjwzqpvY5RC1G9tXRPbHoEMuqXFtTuNszhNDu0Kj4mwOuT62r4jsj0GHXNKG3FJkF1XCz0uB34/sLnY5RHbD9hWRfTHokMuxWgXbDeXTh3dFsJ+XyBUR2Q/bV0T2xaBDLueX7BLklVRBpfTAjNu5NofcC9tXRPbFoEMuxWIVsHhT42zOkyOiEejL2RxyP2xfEdkPgw65lJ9/O4fj+mqofTzx1O3RYpdD5BCXt6+25OnFLofIpTHokMtosFjx3uZ8AMDTd3RDgLenyBUROcbl7at1h4tFrobItTHokMtYfbAIp87XIMjXE08M6yp2OUQOxfYVkX0w6JBLMFus+NeWxtmcZ0Z2h7/SQ+SKiByL7Ssi+2DQIZfwXWYhCi7WIdRficeHdhW7HCKHY/uKyD4YdMjpGRss+HfT2pw/jOoOHy+FyBURdQy2r4jaj0GHnN7X+wpwzlCP8AAlHh3cWexyiDoM21dE7cegQ06t3mzBf7YeBwDMvLMHvD05m0PSwfYVUfsx6JBT+2LPWZRWGqFTe2PqoCixyyHqcCl92L4iag8GHXJataYGLNvWOJsza3QMlB6czSHp6a1j+4qoPRh0yGl9ln4G56tNiAr2wQNJncQuh0gUbF8RtQ+DDjmlamMD3t9+AgAw+64YeCr4R5Wki+0rolvHdw9ySh//egrltWZ0C/XDvf0jxS6HSFRsXxHdOgYdcjqV9WYs33ESAPD8mBh4cDaHJI7tK6Jbx3cQcjof7jyFyvoGxGj8kdJHJ3Y5RE6B7SuiW8OgQ06lotaE/+46BQCYMyYWCrlM5IqInAPbV0S3hkGHnMqKnSdRZWxAL60KExK0YpdD5DTYviK6NQw65DQuVBvx0a+nAQB/HBsLOWdziFpg+4qo7Rh0yGks33EStSYLEiPVSI4PF7scIqfD9hVR2zHokFPQV9Xjk/TTAIC5Y2Mhk3E2h+hKbF8RtR2DDjmFZdtOoN5sRb+oQIzqGSZ2OUROi+0rorZh0CHRlRjq8cWeswCAecmczSG6EbaviNqGQYdE95+tx2FqsOK2rsEY0SNU7HKInBrbV0Rtw6BDoiosr8XKfY2zOX/k2hyiVmH7iqj1GHRIVP/Zehxmi4Bh3UMwtHuI2OUQuQS2r4haj0GHRHP2Qi2+3V8IoHGnFRG1jkwmw8Q+bF8RtQaDDonmvc35aLAKuCM2DAO7BotdDpFLmZjI9hVRazDokChOllVj9UHO5hDdKraviFqHQYdE8d7mfFgFYHQvDfpFBYpdDpHLYfuKqHUYdKjDHSutwk+/nQPQuNOKiG4N21dEN8egQx3uvU35EARgfG8tEiLVYpdD5LLYviK6OQYd6lC55yqx9nAxZDJgztgYscshcmmXt6/WHmL7iuhaGHSoQy3edAxA45R7L22AyNUQub7m9tXWo2xfEV0Lgw51mMOFBmzMLYVcBswZw7U5RPbA9hXRjTHoUId5Z+NRAMA9/SLRQ+MvcjVE7oHtK6IbY9ChDpF5phxbj5ZBIZfh+dFcm0NkT2xfEV0fgw51iHeb1ubcPyASXUP9RK6GyL2wfUV0fQw65HB7T13Ezvzz8JDLMOsuzuYQ2RvbV0TXx6BDDiUIAt7e0Lg2Z+qgKEQF+4pcEZF7YvuK6NoYdMih0k9cwJ5TF+GlkGPmnT3ELofIbbF9RXRtDDrkMIIg4O2NjWtzHrktCrpAH5ErInJfbF8RXRuDDjnM9mNlyDxTDqWHHM9xNofI4di+Iroagw45hCAIWNw0m5M6pAs0Ad4iV0Tk/ti+Irqa3YPOa6+9BplM1uJDq9XanhcEAa+99hp0Oh18fHwwatQo5OTktHgNo9GIWbNmITQ0FH5+fpg8eTIKCwtbjCkvL0dqairUajXUajVSU1NRUVFh72+HbtHmI3r8VmiAj6cCz4zqLnY5RJLA9hXR1Rwyo9O7d28UFxfbPg4fPmx7btGiRXjnnXewZMkS7Nu3D1qtFmPHjkVVVZVtzJw5c7B69WqsXLkSu3btQnV1NVJSUmCxWGxjpk2bhqysLKSlpSEtLQ1ZWVlITU11xLdDbSQIAt5pms15YlhXhPorRa6ISDrYviJqycMhL+rh0WIWp5kgCHj33Xfxl7/8Bffddx8A4JNPPkF4eDi+/PJL/P73v4fBYMCHH36Izz77DGPGjAEAfP7554iKisKmTZswbtw4HDlyBGlpacjIyMDgwYMBACtWrMDQoUNx9OhR9OzZ0xHfFrXS+pwS5BZXws9Lgd/f0U3scogkpbcuAF1CfHHmQi225OmR0kcndklEonLIjE5+fj50Oh2io6Px8MMP4+TJkwCAU6dOoaSkBMnJybaxSqUSI0eOxO7duwEAmZmZMJvNLcbodDokJCTYxqSnp0OtVttCDgAMGTIEarXaNuZajEYjKisrW3yQfVmtAhZvzAcAPDkiGkF+XiJXRCQtMpkMdyeyfUXUzO5BZ/Dgwfj000+xfv16rFixAiUlJRg2bBguXLiAkpISAEB4eHiLzwkPD7c9V1JSAi8vLwQFBd1wjEajueprazQa25hrWbhwoW1Nj1qtRlRUVLu+V7ra2sPFOFpaBZW3B/7fCM7mEInh8vZVjZHtK5I2uwedCRMm4P7770diYiLGjBmDtWvXAmhsUTWTyWQtPkcQhKseu9KVY641/mav8/LLL8NgMNg+CgoKWvU9UetYrILtTqsZt3eD2tdT5IqIpKm5fcXdV0QdsL3cz88PiYmJyM/Pt63buXLWRa/X22Z5tFotTCYTysvLbzimtLT0qq9VVlZ21WzR5ZRKJQICAlp8kP38mFWEE2U1CPT1xO+GdxW7HCLJurx9te4w21ckbQ4POkajEUeOHEFERASio6Oh1WqxceNG2/Mmkwnbt2/HsGHDAABJSUnw9PRsMaa4uBjZ2dm2MUOHDoXBYMDevXttY/bs2QODwWAbQx2rwWLFe5sb1+Y8fUc3qLw5m0MkJraviBrZfdfV/PnzMWnSJHTu3Bl6vR6vv/46Kisr8cQTT0Amk2HOnDlYsGABYmJiEBMTgwULFsDX1xfTpk0DAKjVajz11FOYN28eQkJCEBwcjPnz59taYQAQFxeH8ePHY8aMGfjggw8AAE8//TRSUlK440ok3x8owpkLtQjx88ITQ7uKXQ6R5F25+2pSX+6+Immye9ApLCzEI488gvPnzyMsLAxDhgxBRkYGunTpAgB44YUXUFdXh2effRbl5eUYPHgwNmzYAJVKZXuNxYsXw8PDA1OnTkVdXR1Gjx6Njz/+GAqFwjbmiy++wOzZs227syZPnowlS5bY+9uhVjA1XJrNeWZkd/gpHXJqARG1QXP7atm2E1h3uJhBhyRLJgiCIHYRYqmsrIRarYbBYOB6nXb4Ys8Z/GV1NsJUSuz4053w8VLc/JOIyOGyiwxI+fcueHvKkfnXsfxLCLmNtrx/864rapd6swVLthwHADw7qjtDDpET4e4rIgYdaqeVe8+i2FCPCLU3Hrmts9jlENFluPuKiEGH2qHebMF/tp0AADx3Zw94e3I2h8jZcPcVSR2DDt2yzzPOoKzKiMhAH0wdyFOmiZwR21ckdQw6dEtqjA1Y1jSbM3t0D3h58I8SkTNi+4qkju9OdEs+TT+DCzUmdAnxxX0DOoldDhHdANtXJGUMOtRmVfVmfLCjaTbnrhh4KvjHiMiZsX1FUsZ3KGqzj349jYpaM7qF+WFK/0ixyyGim2D7iqSMQYfaxFBnxoqdJwEAc8bEQiG/8a3zROQc2L4iqWLQoTb5cOdJVNU3IDbcHylNvziJyPmxfUVSxaBDrVZeY8J/fz0NAPjjmFjIOZtD5DLYviKpYtChVlu+8ySqjQ2IjwjAuN5ascshojZqbl9tyWP7iqSDQYda5Xy1ER83z+aM5WwOkStqbl8ZG9i+Iulg0KFWeX/bCdSZLejbSY0xcRqxyyGiW8D2FUkRgw7dlL6yHp9lnAHQOJsjk3E2h8hVsX1FUsOgQze1dNsJGBusGNA5ECNjw8Quh4jage0rkhoGHbqhcxV1+HLPWQDAvOSenM0hcnFsX5HUMOjQDf1n63GYLFYMjg7GsO4hYpdDRHbA9hVJCYMOXdfhQgO+2V8AAJjLtTlEboPtK5ISBh26pt3Hz+ORFRkwWwSMjA3D4G6czSFyF2xfkZQw6NBV1h4qxvSP9qHa2ICh3UKwZFp/sUsiIjtj+4qkgkGHWvgs/TRmfnUAJosVExK0+Oh3g6Dy9hS7LCKyM7avSCoYdAgAIAgC3tlwFH/7MQeCADw6uDOWTBsAb0+F2KURkQOwfUVSwaBDsFgF/Hl1Nv615TgAYM6YGLw+JQEKXvNA5NbYviIpYNCRuHqzBc9+kYmv9p6FTAa8PiUBc8ZwhxWRFLB9RVLAoCNhlfVmPPHfvVifUwovhRxLpw3AY0O6iF0WEXUQtq9IChh0JEpfWY+HPsjAnlMXoVJ64JMnb8OEpl94RCQdl7evKuvNIldDZH8MOhJ06nwN7n9/N44UVyLUX4mVvx+CoTz1mEiSeusCEB3qB2ODFVP+8yt+K6gQuyQiu2LQkZjDhQY8sGw3Ci7WoUuIL77/wzD01qnFLouIRCKTyfDPB/tAo1LiZFkN7lu2G4s3HoPZYhW7NCK7YNCRkF355/Hw8nRcqDGhty4A3z0zDJ1DfMUui4hEltQlGBv+eAdS+kTAYhXw3uZ8PLBsN06UVYtdGlG7MehIxM+/ncPvPt6LGpMFw7qHYOXTQxCmUopdFhE5iUBfLyyZNgDvPdwPAd4e+K3QgIn/2olP009DEASxyyO6ZQw6EvDxr6cwe+VBmC0CJiZG8LRjIrque/pFYv0f78DtMaGoN1vxyo85ePy/e1FiqBe7NKJbwqDjxgRBwNsbjuK1n3MhCMDjQ7vgX4/0h9KDpx0T0fVFqH3wye9uw2uT4qH0kGNn/nmMe3cHfvrtnNilEbUZg46barBY8fL3h/HvptOO542Nxf9M7s3TjomoVeRyGaYPj8ba2bcjMVINQ50Zs786iFlfHYShltvQyXUw6LihxtOOD2DlvgLIZcDC+xIxa3QMTzsmojbrofHH988Ow+zRMVDIZfj5t3MY9+4O7MwvE7s0olZh0HEzhjozHv9wLzbklsLLQ46ljybhkds6i10WEbkwT4Ucc8fGYtUfhqFbqB9KKuuR+uFevPpjNupMFrHLI7ohBh03UlpZj4c+SMfe042nHX/65G0Yn6AVuywichP9ogKxdvbteHxo41Uxn6SfwcR/7+Qhg+TUGHTcxMmyaty3dDfySqoQplLi698PxZBuPO2YiOzLx0uBv9+TgE+evK3FIYPvbuIhg+ScGHTcwG8FFXjg/XQUVdSha9Npx/G6ALHLIiI3NjI2rMUhg+9u4iGD5JwYdFzczvwyPLIiAxdrTEiMVOO7PwxDVDBPOyYix+Mhg+QKGHRc2I9ZRXjy432oNVkwokcovnp6CEL9edoxEXUsHjJIzoxBx0X9d9cpPL8yC2aLgEl9dfjv9EHwV3qIXRYRSRQPGSRnxaDjYgRBwKK0PPx9TS4AYPqwrnjvoX7w8uCPkojEdfkhg3068ZBBcg58d3QhDRYrXlx1CEu3nQAA/GlcT7w6KR5ynnZMRE6kh8Yfq/7AQwbJOTDouIh6swXPfH4A3+wvhFwGvHlfIp67swdPOyYip8RDBslZMOi4AEOtGakf7sGmI6VQesjx/mNJeJinHRORC+AhgyQ2Bh0nV2Kox9QP0rHvdDlU3h747KnBSO7N046JyHU0HzL46ZO3ITyAhwxSx2LQcWLH9dW4f9luHC2tgkalxLfPDMVt0cFil0VEdEvuiA3D+jk8ZJA6FoOOk8oqqMCD7+9GUUUduoX6YdUfhqGXlqcdE5Fr4yGD1NEYdJzQtqN6PLI8A+W1ZvTtpMa3zwzlacdE5FZ4yCB1FAYdJ/PDwSL8v0/2o85swe0xofhyxhCE8LRjInJD1ztk8GceMkh2xKDjRP5v50nM+ToLDVYBk/vq8OETg+DH046JyI1d65DBWV8dxGweMkh2wqDjBARBwJu/5OH1tUcAAL8b3hXv8rRjIpKQ5kMGn286ZPAniR4y2GCx4kRZNfafvsgdaXYiEyS8+quyshJqtRoGgwEBAeIs9G2wWPHS94fxXWYhAOCF8T3xh5HdeRAgEUlWVkEF5n6dhZPnawAATwztgpcmxMHHSyFyZfZjsQoouFiLY6VVyNdX42hJFY6VVuFkWQ1MTQGnh8Yff50Yh1E9NSJX63za8v7NoCNi0KkzWTDzywPYnKeHQi7DwvsSMXVgVIfXQUTkbOpMFiz85Qg+TT8DAOgW5ofFU/uhb1SguIW1kdUqoKiiDsdKq3CstBr5pVU4WlqF4/pqGBuuPWPj46mAh1yGKmMDAODOnmH4a0o8uof5d2TpTo1Bp5XEDDoVtSY89cl+ZJ4ph9JDjv9MG4Ax8eEdWgMRkbPbcawMf/ruN5RWGqGQyzDrrh547s4e8FQ4V2tfEAQUG+qbAs2lUJOvr0btda688PKQo0eYP2LD/RGrVSFWo0JsuAqdgnxQZWzAvzfn4+Pdp9FgFeAhl+HxoV3x/OgYqH09O/i7cz6SCjpLly7FW2+9heLiYvTu3Rvvvvsubr/99lZ9rlhBp9hQh8c/3It8fTUCvD3w3+mDMLArDwIkIrqWiloT/vZjjm03Vt9OarzzUD9RZjgEQYC+ynj1DE1ptW0G5kqeChm6h/kjJlyFWE1TqAlXoXOwLxQ3uZT5ZFk1Fqw7gk1H9ACAIF9PzB0bi0du6wwPJwt7HUkyQefrr79Gamoqli5diuHDh+ODDz7A//3f/yE3NxedO9/8Ligxgs5xfRUe/3AvzhnqER6gxKdPDkZPrapDvjYRkSv7MasIf/shG5X1DfD2lOPPd8chdUgXh61pPF9txLGmtTPH9I2h5lhpNQx1194N5iGXoWuoH3qGqxAT7o/YcBViw/3RJcSv3TNQO/PL8L9rcnGstPEU6Z7hKvwtJR4jYkLb9bquSjJBZ/DgwRgwYACWLVtmeywuLg5TpkzBwoULb/r5HR10Dp4tx+8+3oeKWjO6hfnh0ydvQ6cgHgRIRNRaxYY6vPDdIezMPw8AuD0mFG890Bdatfctv2Z5jckWZpqDTb6+GhdrTNccL5cBXUP8EBPu3xRqGmdookP9HLpbtsFixZd7z+KdjcdQ0bT1fkxcOP4yMQ7RoX4O+7rOSBJBx2QywdfXF99++y3uvfde2+PPP/88srKysH379pu+RkcGna1H9Xj28wOoM1vQNyoQH00fhGA/L4d+TSIid2S1Cvg0/TQW/pIHY4MVah9PvD4lAZP66m74eYY6s21WpjHMVOFoSTXOVxuvOV4mAzoH+yJG0zgzE9sUaLqF+cHbU7wdYBW1Jry3OR+fpZ9Bg1WAp0KG6cO6YtboGAR4S2P9Tlvev132NLrz58/DYrEgPLzlAt7w8HCUlJRc83OMRiOMxkt/oCsrKx1aY7PvDxTihe8OocEqYGRsGJY9NgC+Xi77n56ISFTNhwyOiAnD3G+ycKjQgFlfHcTG3FL87z0JUChkTYHmslBTWo2SyutfLxEZ6IOe2qaWU9Oi4B4af6fc0h7o64VXJ/XGo4O74PW1udh2tAwrdp7C9weKMC+5Jx4aFHXTtT9S4vLvtlf2ZgVBuG6/duHChfif//mfjijLZsWOk3hjXeNBgPf2j8SiB/o43W4BIiJX1HzI4JItx7Fk63H89Ns5rM8pue62bQCIUHtftSi4h8Yf/i54Cn0PjT8+/t1t2HpUj9fX5OJEWQ3+vPowPss4g1dS4jG0e4jYJToFSbWurjWjExUV5ZDWldUq4M20PCzfcRIA8P9GROPPd8dBzpRNRGR3Vx4yqFEpEdtiUXDjP7tra8dsseLzjDNYvPEYKusbd3+N6x2Ov9wdj84h7rcWVBJrdIDGxchJSUlYunSp7bH4+Hjcc889oi5GNluseHHVIXx/oAgA8PKEXvj9yO52e30iIrqascGCE/oa6AK9EegrzTWQ5TUmLN50DF/sOQuLVYCXQo4nR0TjuTu7Q+VGIU8yQad5e/n777+PoUOHYvny5VixYgVycnLQpUuXm36+o4LOaz/l4OPdp6GQy/CP+/vggaROdnttIiKimzlWWoX/XZNr250W6q/En8bF4oEk91i/I5mgAzQeGLho0SIUFxcjISEBixcvxh133NGqz3VU0DlXUYfHPtyDv06Mw129eNoxERF1PEEQsCVPj9fXHsGpppZeb10AXp3UG7dFu/YhtZIKOu3hyO3lDRarpE+tJCIi52BqsOLT9NN4b3M+qprW70xMjMBLE3ohKtg11+8w6LSS2Jd6EhERdZQL1Ua8vfEYVu49C6vQeNfW07d3wx9GdYefi+06Y9BpJQYdIiKSmiPFlfjfNbnYfeICgMYdai+M74X7+ke6zM5gBp1WYtAhIiIpEgQBG3JLsWDdEZy5UAug8bLUVybFI6mL86/fYdBpJQYdIiKSMmODBR/9ehpLthxHddPt65P76vDShF7QBfqIXN31Mei0EoMOERERUFZlxNsbjuLr/QUQBMDbU46n7+iOZ0Z2c8orixh0WolBh4iI6JLsIgP+viYXe09dBABoA7zx0oReuKef7rrXK4mBQaeVGHSIiIhaEgQBadkleGPdERSW1wEA+ncOxCsp8ejfOUjk6hox6LQSgw4REdG11Zst+HDXKfxn63HUmiwAGi+nfnF8L2jV3qLWxqDTSgw6REREN6avrMdb64/iuwOFEATAx1OBP4zqjqfv6AZvT4UoNTHotBKDDhERUescLjTgf37Owf4z5QCAyEAfvDShF1L6RHT4+h0GnVZi0CEiImo9QRCw5lAx3vwlD0UVjet3BnYJwiuT4tGnU2CH1cGg00oMOkRERG1Xb7Zg+Y6TWLbtBOrMFshkwP0DOuGFcT2hCXD8+h0GnVZi0CEiIrp1JYZ6LErLw/cHiwAAfl4KPHtnDzw1Itqh63cYdFqJQYeIiKj9Dp4tx9/X5OLg2QoAQKcgH/z57jhMSNA6ZP0Og04rMegQERHZhyAI+DHrHN78JQ8llfUAgMHRwfhbSjwSItV2/Vptef+W2/UrExERkSTJZDJM6R+JLfNHYvboGCg95Nhz6iLe/CVP1Lqc7wILIiIiclm+Xh6YOzYWDw2KwqK0PDwzsruo9TDoEBERkd1FBvrgvYf7i10GW1dERETkvhh0iIiIyG0x6BAREZHbYtAhIiIit8WgQ0RERG6LQYeIiIjcFoMOERERuS0GHSIiInJbDDpERETkthh0iIiIyG0x6BAREZHbYtAhIiIit8WgQ0RERG5L0reXC4IAAKisrBS5EiIiImqt5vft5vfxG5F00KmqqgIAREVFiVwJERERtVVVVRXUavUNx8iE1sQhN2W1WnHu3DmoVCrIZDK7vnZlZSWioqJQUFCAgIAAu742tR1/Hs6FPw/nwp+Hc+HP4+YEQUBVVRV0Oh3k8huvwpH0jI5cLkenTp0c+jUCAgL4B9WJ8OfhXPjzcC78eTgX/jxu7GYzOc24GJmIiIjcFoMOERERuS0GHQdRKpV49dVXoVQqxS6FwJ+Hs+HPw7nw5+Fc+POwL0kvRiYiIiL3xhkdIiIiclsMOkREROS2GHSIiIjIbTHoEBERkdti0HGApUuXIjo6Gt7e3khKSsLOnTvFLkmSFi5ciEGDBkGlUkGj0WDKlCk4evSo2GVRk4ULF0Imk2HOnDlilyJpRUVFeOyxxxASEgJfX1/069cPmZmZYpclSQ0NDfjrX/+K6Oho+Pj4oFu3bvj73/8Oq9UqdmkujUHHzr7++mvMmTMHf/nLX3Dw4EHcfvvtmDBhAs6ePSt2aZKzfft2PPfcc8jIyMDGjRvR0NCA5ORk1NTUiF2a5O3btw/Lly9Hnz59xC5F0srLyzF8+HB4enril19+QW5uLt5++20EBgaKXZok/eMf/8D777+PJUuW4MiRI1i0aBHeeust/Pvf/xa7NJfG7eV2NnjwYAwYMADLli2zPRYXF4cpU6Zg4cKFIlZGZWVl0Gg02L59O+644w6xy5Gs6upqDBgwAEuXLsXrr7+Ofv364d133xW7LEl66aWX8Ouvv3LW2UmkpKQgPDwcH374oe2x+++/H76+vvjss89ErMy1cUbHjkwmEzIzM5GcnNzi8eTkZOzevVukqqiZwWAAAAQHB4tcibQ999xzmDhxIsaMGSN2KZL3008/YeDAgXjwwQeh0WjQv39/rFixQuyyJGvEiBHYvHkzjh07BgD47bffsGvXLtx9990iV+baJH2pp72dP38eFosF4eHhLR4PDw9HSUmJSFUR0HjT7dy5czFixAgkJCSIXY5krVy5EgcOHMC+ffvELoUAnDx5EsuWLcPcuXPx5z//GXv37sXs2bOhVCrx+OOPi12e5Lz44oswGAzo1asXFAoFLBYL3njjDTzyyCNil+bSGHQcQCaTtfh3QRCueow61syZM3Ho0CHs2rVL7FIkq6CgAM8//zw2bNgAb29vscshAFarFQMHDsSCBQsAAP3790dOTg6WLVvGoCOCr7/+Gp9//jm+/PJL9O7dG1lZWZgzZw50Oh2eeOIJsctzWQw6dhQaGgqFQnHV7I1er79qloc6zqxZs/DTTz9hx44d6NSpk9jlSFZmZib0ej2SkpJsj1ksFuzYsQNLliyB0WiEQqEQsULpiYiIQHx8fIvH4uLisGrVKpEqkrY//elPeOmll/Dwww8DABITE3HmzBksXLiQQacduEbHjry8vJCUlISNGze2eHzjxo0YNmyYSFVJlyAImDlzJr7//nts2bIF0dHRYpckaaNHj8bhw4eRlZVl+xg4cCAeffRRZGVlMeSIYPjw4VcduXDs2DF06dJFpIqkrba2FnJ5y7dlhULB7eXtxBkdO5s7dy5SU1MxcOBADB06FMuXL8fZs2fxzDPPiF2a5Dz33HP48ssv8eOPP0KlUtlm2tRqNXx8fESuTnpUKtVV66P8/PwQEhLCdVMi+eMf/4hhw4ZhwYIFmDp1Kvbu3Yvly5dj+fLlYpcmSZMmTcIbb7yBzp07o3fv3jh48CDeeecdPPnkk2KX5tK4vdwBli5dikWLFqG4uBgJCQlYvHgxtzOL4Hrroj766CNMnz69Y4uhaxo1ahS3l4tszZo1ePnll5Gfn4/o6GjMnTsXM2bMELssSaqqqsLf/vY3rF69Gnq9HjqdDo888gheeeUVeHl5iV2ey2LQISIiIrfFNTpERETkthh0iIiIyG0x6BAREZHbYtAhIiIit8WgQ0RERG6LQYeIiIjcFoMOERERuS0GHSIiInJbDDpERETkthh0iIiIyG0x6BAREZHbYtAhIiIit/X/AfsCrVcpfuyQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_matrix_1d = np.sum(ion_image, axis=0)\n",
    "plt.plot(count_matrix_1d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.543950e+02, -1.933950e+02, -9.739500e+01, -2.203950e+02,\n",
       "        -2.113950e+02,  4.460500e+01, -1.773950e+02,  8.360500e+01,\n",
       "        -1.753950e+02, -1.843950e+02, -1.983950e+02, -2.353950e+02,\n",
       "        -2.603950e+02, -2.153950e+02, -2.103950e+02, -2.173950e+02,\n",
       "        -1.943950e+02, -2.113950e+02, -2.083950e+02, -1.843950e+02],\n",
       "       [-1.243950e+02, -1.383950e+02, -1.593950e+02, -1.593950e+02,\n",
       "        -1.983950e+02, -1.303950e+02, -2.133950e+02, -2.253950e+02,\n",
       "        -1.633950e+02, -1.913950e+02, -1.673950e+02, -1.973950e+02,\n",
       "         7.460500e+01, -1.693950e+02, -1.983950e+02, -2.223950e+02,\n",
       "        -2.203950e+02, -2.203950e+02, -1.393950e+02, -1.963950e+02],\n",
       "       [-2.063950e+02, -2.033950e+02, -2.223950e+02, -2.103950e+02,\n",
       "        -2.203950e+02, -1.873950e+02, -1.773950e+02, -2.203950e+02,\n",
       "        -2.073950e+02, -1.083950e+02, -1.943950e+02, -1.973950e+02,\n",
       "        -2.053950e+02, -1.323950e+02, -2.403950e+02, -3.239500e+01,\n",
       "        -2.103950e+02, -1.763950e+02, -2.053950e+02, -1.953950e+02],\n",
       "       [-1.293950e+02, -2.123950e+02, -1.563950e+02, -2.123950e+02,\n",
       "        -1.113950e+02, -2.423950e+02, -2.063950e+02, -1.773950e+02,\n",
       "        -8.039500e+01, -2.003950e+02, -1.813950e+02, -9.039500e+01,\n",
       "         1.086050e+02,  1.196050e+02, -1.143950e+02, -2.293950e+02,\n",
       "        -1.253950e+02, -6.139500e+01, -1.793950e+02, -1.963950e+02],\n",
       "       [-1.983950e+02, -1.443950e+02, -2.383950e+02, -2.153950e+02,\n",
       "        -1.453950e+02, -2.123950e+02, -1.893950e+02, -1.163950e+02,\n",
       "        -1.133950e+02, -4.439500e+01, -2.023950e+02,  5.260500e+01,\n",
       "        -9.839500e+01, -4.439500e+01, -8.439500e+01, -2.273950e+02,\n",
       "        -2.193950e+02, -1.973950e+02, -2.243950e+02, -2.273950e+02],\n",
       "       [-1.993950e+02, -2.103950e+02, -2.033950e+02, -1.523950e+02,\n",
       "        -1.123950e+02, -1.783950e+02, -1.003950e+02, -1.153950e+02,\n",
       "        -2.739500e+01, -7.239500e+01,  5.260500e+01,  3.996050e+02,\n",
       "         8.626050e+02, -1.653950e+02, -9.239500e+01, -2.073950e+02,\n",
       "        -1.273950e+02, -1.593950e+02, -2.363950e+02, -2.043950e+02],\n",
       "       [-7.639500e+01, -1.923950e+02, -1.463950e+02, -1.973950e+02,\n",
       "        -1.983950e+02, -1.993950e+02,  5.036050e+02,  8.460500e+01,\n",
       "         9.186050e+02,  1.045605e+03,  1.784605e+03,  1.273605e+03,\n",
       "         1.685605e+03,  4.366050e+02, -8.939500e+01, -1.703950e+02,\n",
       "        -2.243950e+02, -2.423950e+02, -1.693950e+02, -2.103950e+02],\n",
       "       [-2.223950e+02, -2.333950e+02, -1.139500e+01, -3.139500e+01,\n",
       "        -1.843950e+02, -2.239500e+01, -3.950000e-01,  6.856050e+02,\n",
       "         1.673605e+03,  3.480605e+03,  4.583605e+03,  3.067605e+03,\n",
       "         1.626605e+03,  3.476050e+02,  3.426050e+02, -1.983950e+02,\n",
       "        -1.313950e+02, -1.433950e+02, -4.139500e+01, -1.943950e+02],\n",
       "       [-2.323950e+02, -2.013950e+02, -2.053950e+02, -1.603950e+02,\n",
       "        -1.633950e+02, -8.939500e+01, -1.383950e+02,  9.460500e+01,\n",
       "         6.126050e+02,  3.013605e+03,  5.598605e+03,  7.462605e+03,\n",
       "         4.140605e+03,  1.298605e+03,  3.166050e+02,  4.060500e+01,\n",
       "        -1.013950e+02, -1.913950e+02, -2.053950e+02, -7.739500e+01],\n",
       "       [-1.243950e+02, -2.513950e+02, -1.803950e+02, -9.139500e+01,\n",
       "        -1.133950e+02, -1.963950e+02, -2.203950e+02, -1.923950e+02,\n",
       "        -1.313950e+02,  3.716050e+02,  2.238605e+03,  2.786605e+03,\n",
       "         2.750605e+03,  1.495605e+03,  7.536050e+02,  2.560500e+01,\n",
       "        -1.703950e+02, -1.453950e+02, -2.063950e+02, -1.783950e+02],\n",
       "       [-2.123950e+02, -1.913950e+02, -1.753950e+02, -9.739500e+01,\n",
       "        -2.293950e+02, -2.473950e+02, -2.143950e+02, -1.343950e+02,\n",
       "        -6.239500e+01,  7.246050e+02,  6.536050e+02,  9.236050e+02,\n",
       "         8.186050e+02,  5.506050e+02,  4.605000e+00, -1.573950e+02,\n",
       "        -1.723950e+02, -1.833950e+02, -1.043950e+02, -1.723950e+02],\n",
       "       [-1.483950e+02, -2.239500e+01, -2.043950e+02, -2.063950e+02,\n",
       "        -2.093950e+02, -1.483950e+02, -9.539500e+01, -1.293950e+02,\n",
       "         3.760500e+01,  9.660500e+01,  1.206050e+02, -2.639500e+01,\n",
       "        -6.139500e+01, -1.293950e+02, -2.433950e+02, -1.223950e+02,\n",
       "        -1.123950e+02, -2.013950e+02, -1.643950e+02, -2.123950e+02],\n",
       "       [-2.013950e+02, -2.203950e+02, -1.603950e+02, -2.573950e+02,\n",
       "        -1.843950e+02, -1.833950e+02, -1.983950e+02, -2.143950e+02,\n",
       "        -1.003950e+02, -1.843950e+02, -7.339500e+01, -1.723950e+02,\n",
       "        -4.339500e+01, -1.103950e+02, -1.553950e+02, -2.223950e+02,\n",
       "        -2.043950e+02, -2.033950e+02, -2.133950e+02, -2.243950e+02],\n",
       "       [-2.073950e+02, -1.953950e+02, -2.153950e+02, -2.143950e+02,\n",
       "        -2.083950e+02, -1.623950e+02, -1.833950e+02, -1.863950e+02,\n",
       "        -2.113950e+02, -1.093950e+02, -2.033950e+02, -1.763950e+02,\n",
       "        -2.163950e+02, -2.233950e+02, -2.213950e+02, -2.183950e+02,\n",
       "        -7.839500e+01, -1.823950e+02, -2.113950e+02, -1.643950e+02],\n",
       "       [-1.433950e+02, -1.943950e+02, -1.853950e+02, -1.863950e+02,\n",
       "        -2.243950e+02, -2.133950e+02, -1.923950e+02, -2.053950e+02,\n",
       "        -2.423950e+02, -2.273950e+02, -2.213950e+02, -2.103950e+02,\n",
       "        -1.923950e+02, -1.693950e+02, -1.863950e+02, -2.243950e+02,\n",
       "        -2.283950e+02, -2.063950e+02, -2.333950e+02, -2.043950e+02],\n",
       "       [-1.763950e+02, -2.353950e+02, -1.903950e+02, -2.133950e+02,\n",
       "        -1.963950e+02, -1.763950e+02, -2.153950e+02, -2.343950e+02,\n",
       "        -1.693950e+02, -2.193950e+02, -2.303950e+02, -2.039500e+01,\n",
       "        -1.603950e+02, -2.173950e+02, -1.533950e+02, -1.853950e+02,\n",
       "        -1.983950e+02, -2.183950e+02, -2.083950e+02, -1.663950e+02],\n",
       "       [-2.263950e+02, -2.383950e+02, -2.373950e+02, -2.473950e+02,\n",
       "        -2.303950e+02, -1.523950e+02, -2.313950e+02, -2.403950e+02,\n",
       "        -7.739500e+01, -2.113950e+02, -1.883950e+02, -2.053950e+02,\n",
       "        -1.863950e+02, -2.153950e+02, -2.293950e+02, -2.203950e+02,\n",
       "        -1.373950e+02, -2.043950e+02, -2.273950e+02, -2.003950e+02],\n",
       "       [-2.153950e+02, -2.253950e+02, -2.043950e+02, -2.173950e+02,\n",
       "        -2.213950e+02, -1.973950e+02, -1.233950e+02, -1.573950e+02,\n",
       "        -1.333950e+02, -1.293950e+02, -2.263950e+02, -1.903950e+02,\n",
       "        -1.883950e+02, -1.833950e+02, -2.293950e+02, -1.623950e+02,\n",
       "        -1.223950e+02, -2.303950e+02, -2.243950e+02, -1.053950e+02],\n",
       "       [-2.153950e+02, -1.873950e+02, -2.243950e+02, -6.839500e+01,\n",
       "        -2.263950e+02, -2.113950e+02, -2.113950e+02, -2.163950e+02,\n",
       "        -2.293950e+02, -2.043950e+02, -1.393950e+02, -2.013950e+02,\n",
       "        -1.943950e+02, -2.223950e+02, -1.753950e+02, -2.203950e+02,\n",
       "        -2.033950e+02, -1.613950e+02, -5.139500e+01, -2.363950e+02],\n",
       "       [-2.173950e+02, -2.173950e+02, -2.163950e+02, -1.493950e+02,\n",
       "        -2.183950e+02, -2.273950e+02, -2.013950e+02, -1.983950e+02,\n",
       "        -2.043950e+02, -1.583950e+02, -2.053950e+02, -9.739500e+01,\n",
       "        -7.439500e+01, -2.113950e+02, -1.583950e+02, -2.153950e+02,\n",
       "        -2.393950e+02, -1.723950e+02, -2.153950e+02, -2.323950e+02]])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ion_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-9.99970407114355e-06"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(len(ion_image))\n",
    "emccd_fit_once(x, ion_image, {'mu': 9, 'sigma': 5})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calibrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t = -78 ℃\n"
     ]
    }
   ],
   "source": [
    "# set acquisition mode\n",
    "img_n = 100\n",
    "camera.set_acquisition_mode(AcquisitionMode.KINETICS)\n",
    "camera.dll.SetNumberKinetics(img_n)\n",
    "camera.set_exposure_time(0.001)\n",
    "camera.dll.SetAccumulationCycleTime(0.1)\n",
    "camera.set_kinetic_cycle_time(0.1)\n",
    "exposure_time, accumulate_cycle_time, kinetic_cycle_time = camera.get_acquisition_times()\n",
    "camera.dll.SetTriggerMode(0)  # \n",
    "print(f\"t = {camera.get_temperature()} ℃\")\n",
    "# TODO 这里只是获取单张图片的示例，如果有多张图片则需要给更大的 buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_mode_init(img_n, exposure_time):\n",
    "    # set acquisition mode\n",
    "    camera.set_acquisition_mode(AcquisitionMode.KINETICS)\n",
    "    camera.dll.SetNumberKinetics(img_n)\n",
    "    camera.set_exposure_time(exposure_time)\n",
    "    camera.dll.SetAccumulationCycleTime(0.1)\n",
    "    camera.set_kinetic_cycle_time(0.1)\n",
    "    exposure_time, accumulate_cycle_time, kinetic_cycle_time = camera.get_acquisition_times()\n",
    "    camera.dll.SetTriggerMode(0)  # \n",
    "    print(f\"t = {camera.get_temperature()} ℃\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_n = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Take data\n",
    "# prepare buffer\n",
    "buffer = create_uint32_buffer(img_size * img_n)\n",
    "\n",
    "# capture\n",
    "camera.start_acquisition()\n",
    "while True:\n",
    "    time.sleep(1)\n",
    "    status = camera.get_status()\n",
    "    if status == Status.IDLE:\n",
    "        break\n",
    "camera.get_acquired_data(img_size * img_n, buffer)\n",
    "# parse data as image(s)\n",
    "images = np.frombuffer(buffer, dtype=np.uint32).reshape((-1, img_h, img_w))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_averaged = sum(images)/len(images)\n",
    "plt.figure()\n",
    "plt.imshow(image_averaged)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ion_position = [275,318]\n",
    "ion_size     = 5\n",
    "ion_image    = image_averaged[ion_position[0]-ion_size:ion_position[0]+ion_size, ion_position[1]-ion_size:ion_position[1]+ion_size]\n",
    "ion_image    = ion_image - np.median(ion_image)\n",
    "\n",
    "plt.imshow(ion_image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1b77db62f10>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_matrix_1d = np.sum(ion_image, axis=0)\n",
    "plt.plot(count_matrix_1d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import curve_fit\n",
    "\n",
    "def calibrate_emccd_fit(count_matrix):\n",
    "    y = np.sum(count_matrix, axis=0)\n",
    "    x = range(len(y))\n",
    "    bounds = (np.array([0, 0, 0, -np.inf]), [np.inf, np.inf, np.inf, np.inf])\n",
    "    params_cali, cov = curve_fit(gaussian, x, y, p0=[np.median(x), len(x)/2, 100, 0], bounds=bounds)\n",
    "    \n",
    "    x_fit = np.arange(x[0],x[-1],(x[-1]-x[0])/50)\n",
    "    plt.figure()\n",
    "    plt.plot(x, count_matrix_1d, 'o')\n",
    "    plt.plot(x_fit, gaussian(x_fit, params_cali[0], params_cali[1], params_cali[2], params_cali[3]))\n",
    "    plt.show()\n",
    "    return {'mu': params_cali[0], 'sigma': params_cali[1], 'amp': params_cali[2], 'bias': params_cali[3]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'mu': 3.6876701358143515,\n",
       " 'sigma': 1.2898257477925,\n",
       " 'amp': 297.98388973421896,\n",
       " 'bias': -13.990193267507017}"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params_cali = calibrate_emccd_fit(ion_image)\n",
    "params_cali"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1b715798190>]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_matrix_1d = np.sum(images_single_shot, axis=0)\n",
    "plt.plot(count_matrix_1d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 7.,  9., 22., 22., 14., 11.,  7.,  3.,  4.,  1.]),\n",
       " array([ 71.64269717, 134.75350054, 197.86430391, 260.97510729,\n",
       "        324.08591066, 387.19671403, 450.30751741, 513.41832078,\n",
       "        576.52912415, 639.63992752, 702.7507309 ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amp_list = []\n",
    "for image in images:\n",
    "    images_single_shot = image[ion_position[0]-ion_size:ion_position[0]+ion_size, ion_position[1]-ion_size:ion_position[1]+ion_size]\n",
    "    images_single_shot = images_single_shot - np.median(images_single_shot)\n",
    "    x = range(len(images_single_shot))\n",
    "    amp_list = amp_list + [emccd_fit_once(x, images_single_shot, params_cali)]\n",
    "    \n",
    "plt.hist(amp_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ion_position = [200,300]\n",
    "ion_size     = 5\n",
    "ion_image_dark    = image_averaged[ion_position[0]-ion_size:ion_position[0]+ion_size, ion_position[1]-ion_size:ion_position[1]+ion_size]\n",
    "ion_image_dark    = ion_image_dark - np.median(ion_image_dark)\n",
    "\n",
    "plt.imshow(ion_image_dark)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([23.,  7., 23., 12., 13.,  8.,  9.,  3.,  1.,  1.]),\n",
       " array([-1.00000000e-05,  1.59157322e+01,  3.18314745e+01,  4.77472167e+01,\n",
       "         6.36629589e+01,  7.95787012e+01,  9.54944434e+01,  1.11410186e+02,\n",
       "         1.27325928e+02,  1.43241670e+02,  1.59157412e+02]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amp_list_dark = []\n",
    "for image in images:\n",
    "    images_single_shot = image[ion_position[0]-ion_size:ion_position[0]+ion_size, ion_position[1]-ion_size:ion_position[1]+ion_size]\n",
    "    images_single_shot = images_single_shot - np.median(images_single_shot)\n",
    "    x = range(len(images_single_shot))\n",
    "    amp_list_dark = amp_list_dark + [emccd_fit_once(x, images_single_shot, params_cali)]\n",
    "    \n",
    "plt.hist(amp_list_dark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1., 0., 2., 4., 2., 1., 4., 2., 3., 4., 8., 7., 6., 9., 4., 3., 5.,\n",
       "        5., 2., 2., 1., 3., 3., 4., 4., 1., 1., 1., 2., 1., 0., 0., 0., 3.,\n",
       "        1., 0., 0., 0., 0., 1.]),\n",
       " array([ 71.64269717,  87.42039801, 103.19809886, 118.9757997 ,\n",
       "        134.75350054, 150.53120139, 166.30890223, 182.08660307,\n",
       "        197.86430391, 213.64200476, 229.4197056 , 245.19740644,\n",
       "        260.97510729, 276.75280813, 292.53050897, 308.30820982,\n",
       "        324.08591066, 339.8636115 , 355.64131235, 371.41901319,\n",
       "        387.19671403, 402.97441488, 418.75211572, 434.52981656,\n",
       "        450.30751741, 466.08521825, 481.86291909, 497.64061993,\n",
       "        513.41832078, 529.19602162, 544.97372246, 560.75142331,\n",
       "        576.52912415, 592.30682499, 608.08452584, 623.86222668,\n",
       "        639.63992752, 655.41762837, 671.19532921, 686.97303005,\n",
       "        702.7507309 ]),\n",
       " <BarContainer object of 40 artists>)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(amp_list_dark, 20)\n",
    "plt.hist(amp_list, 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[140, 0.040952380952380955]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "threshold_list, infidelity_list, threshold, infidelity = get_infidelity(amp_list_dark, amp_list, range(0,1000,10))\n",
    "plt.plot(threshold_list, infidelity_list)\n",
    "plt.show()\n",
    "[threshold, infidelity]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
